| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | san francisco |
| 2 | Place of Interests | super duper burger, starbucks, mcdonalds, restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.819 |
| 1 | Dependent Variable: | rent | AIC: | 15.3506 |
| 2 | Date: | 2020-01-22 14:40 | BIC: | 28.9766 |
| 3 | No. Observations: | 23 | Log-Likelihood: | 4.3247 |
| 4 | Df Model: | 11 | F-statistic: | 10.03 |
| 5 | Df Residuals: | 11 | Prob (F-statistic): | 0.000311 |
| 6 | R-squared: | 0.909 | Scale: | 0.084050 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 0.00618726 | 0.0022251 | 2.78067 | 0.0178826 | 0.00128985 | 0.0110847 |
| population | -8.03797e-06 | 6.67653e-06 | -1.20391 | 0.25389 | -2.27329e-05 | 6.65698e-06 |
| density | 1.6383e-05 | 9.84376e-06 | 1.6643 | 0.124248 | -5.28301e-06 | 3.80489e-05 |
| violent crime | 0.0130399 | 0.0166967 | 0.780985 | 0.451292 | -0.0237093 | 0.0497891 |
| property crime | 0.00327993 | 0.0178005 | 0.18426 | 0.857162 | -0.0358988 | 0.0424586 |
| MCDONALDS_count | -0.106871 | 0.181199 | -0.5898 | 0.567242 | -0.505688 | 0.291945 |
| RESTAURANT_count | 0.123745 | 0.044502 | 2.78067 | 0.0178826 | 0.025797 | 0.221693 |
| STARBUCKS_count | 0.0350954 | 0.0289746 | 1.21125 | 0.25118 | -0.0286772 | 0.098868 |
| SUPER DUPER BURGER_count | 0.237904 | 0.259325 | 0.917398 | 0.37861 | -0.332867 | 0.808675 |
| MCDONALDS_mean | -5.0233e-05 | 0.000191581 | -0.262202 | 0.798011 | -0.0004719 | 0.000371434 |
| RESTAURANT_mean | 0.000841688 | 0.000350606 | 2.40067 | 0.0351911 | 7.00093e-05 | 0.00161337 |
| STARBUCKS_mean | -0.000896006 | 0.000900096 | -0.995456 | 0.340908 | -0.0028771 | 0.00108509 |
| SUPER DUPER BURGER_mean | -4.60144e-05 | 0.000179987 | -0.255653 | 0.802936 | -0.000442164 | 0.000350135 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.853 |
| 1 | Dependent Variable: | sales | AIC: | 223.7485 |
| 2 | Date: | 2020-01-22 14:40 | BIC: | 235.0817 |
| 3 | No. Observations: | 19 | Log-Likelihood: | -99.874 |
| 4 | Df Model: | 11 | F-statistic: | 10.49 |
| 5 | Df Residuals: | 7 | Prob (F-statistic): | 0.00242 |
| 6 | R-squared: | 0.943 | Scale: | 5847.3 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 2.20357 | 0.645682 | 3.41278 | 0.0112452 | 0.676775 | 3.73037 |
| population | -0.00489526 | 0.00217773 | -2.24787 | 0.0593845 | -0.0100448 | 0.000254263 |
| density | 0.00459474 | 0.0048324 | 0.95082 | 0.373362 | -0.00683206 | 0.0160215 |
| violent crime | -6.47514 | 6.995 | -0.925681 | 0.385414 | -23.0157 | 10.0654 |
| property crime | 4.1562 | 6.42726 | 0.646652 | 0.538474 | -11.0419 | 19.3543 |
| MCDONALDS_count | 5.5393 | 68.1585 | 0.081271 | 0.937501 | -155.63 | 166.708 |
| RESTAURANT_count | 44.0714 | 12.9136 | 3.41278 | 0.0112452 | 13.5355 | 74.6074 |
| STARBUCKS_count | 28.005 | 16.2132 | 1.7273 | 0.127752 | -10.3331 | 66.3431 |
| SUPER DUPER BURGER_count | -126.636 | 183.997 | -0.688253 | 0.513448 | -561.72 | 308.447 |
| MCDONALDS_mean | -0.0674109 | 0.0740884 | -0.909872 | 0.393141 | -0.242602 | 0.10778 |
| RESTAURANT_mean | 0.227507 | 0.166343 | 1.3677 | 0.213695 | -0.165831 | 0.620846 |
| STARBUCKS_mean | -0.0753883 | 0.29089 | -0.259165 | 0.802964 | -0.763233 | 0.612456 |
| SUPER DUPER BURGER_mean | 0.121006 | 0.107692 | 1.12363 | 0.298224 | -0.133646 | 0.375658 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.455 |
| 1 | Dependent Variable: | roi | AIC: | 12.8499 |
| 2 | Date: | 2020-01-22 14:40 | BIC: | 24.1831 |
| 3 | No. Observations: | 19 | Log-Likelihood: | 5.5751 |
| 4 | Df Model: | 11 | F-statistic: | 2.368 |
| 5 | Df Residuals: | 7 | Prob (F-statistic): | 0.131 |
| 6 | R-squared: | 0.788 | Scale: | 0.088372 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 0.0107873 | 0.00251015 | 4.29748 | 0.00357768 | 0.00485175 | 0.0167229 |
| population | 1.05079e-05 | 8.46615e-06 | 1.24116 | 0.254523 | -9.5114e-06 | 3.05271e-05 |
| density | 1.6806e-05 | 1.87864e-05 | 0.894581 | 0.400723 | -2.76168e-05 | 6.12288e-05 |
| violent crime | 0.0801989 | 0.0271938 | 2.94917 | 0.0214323 | 0.0158959 | 0.144502 |
| property crime | -0.0404662 | 0.0249866 | -1.61952 | 0.149368 | -0.0995502 | 0.0186177 |
| MCDONALDS_count | -0.196343 | 0.264973 | -0.740993 | 0.482809 | -0.822904 | 0.430218 |
| RESTAURANT_count | 0.215747 | 0.0502031 | 4.29748 | 0.00357768 | 0.0970351 | 0.334458 |
| STARBUCKS_count | -0.0746998 | 0.0630304 | -1.18514 | 0.274632 | -0.223743 | 0.0743433 |
| SUPER DUPER BURGER_count | 1.0952 | 0.715306 | 1.5311 | 0.169602 | -0.596226 | 2.78664 |
| MCDONALDS_mean | 0.000129276 | 0.000288026 | 0.448836 | 0.667115 | -0.000551796 | 0.000810349 |
| RESTAURANT_mean | -0.000940365 | 0.000646675 | -1.45416 | 0.189225 | -0.00246951 | 0.000588777 |
| STARBUCKS_mean | -0.00132843 | 0.00113086 | -1.17471 | 0.278521 | -0.00400249 | 0.00134563 |
| SUPER DUPER BURGER_mean | -0.000465871 | 0.000418665 | -1.11275 | 0.302562 | -0.00145586 | 0.000524114 |